Bibliographic record
Abstract
Heterhelus sericans (LeConte, 1869) Albert Co.: Shepody National Wildlife Area, Mary’s Point Section, 45.7320°N, 64.6765°W, 16.VI.2004, R.P. Webster, on flowers in spruce forest, (8, NBM, RWC); Carleton Co.: Belleville, Meduxnekeeg Valley Nature Preserve, 46.1965°N, 67.6803°W, 31.V.2005, M.-A. Giguére & R.Webster, old field, sweeping (5, NBM, RWC); York Co.: Fredericton, 45.9110°N, 66.6686°W, 4.VI.2004, R.P. Webster, sweeping roadside vegetation near black spruce bog, (7, NBM, RWC). Heterhelus sericans has been recorded in Canada from British Columbia, Ontario, Québec, Nova Scotia, and Newfoundland (McNamara 1991; Majka and Cline 2006), and in the United States from Maine south to North Carolina and Tennessee, and west to Kansas and Wisconsin (Parsons 1943; Chandler 2001; Price and Young 2006). In Nova Scotia specimens were principally collected in deciduous forests associated with blossoms of Sambucus racemosa L. (Caprifoliaceae), Diervilla lonicera, P. Mill. (Caprifoliaceae), Prunus virginiana L. (Rosaceae), Crategus spp (Rosaceae), and Cornus alterniflora L.f. (Cornaceae) (Majka and Cline 2006); also reported from Aristolochia sp. (Aristolochiaceae) (A. Cline, pers. obs.).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".